Normalised records

Normalised records (silver)

Each raw row is parsed into consistently formatted fields. Every change from the raw value is recorded as a data-quality flag.

Normalised rows

99,495

usable in matching

Flagged rows

99,881

99.9% carry at least one flag

Junk quarantined

505

no usable last name

Average quality score

0.75

1.00 = no corrections needed

Quality flags

What normalisation had to do, and how often. Select a flag to filter the table.

Placeholder values cleared71,257
Placeholder tokens such as NULL, N/A, UNKNOWN or "-" treated as empty
Whitespace trimmed57,061
Leading or trailing whitespace removed from one or more fields
Address re-cased56,490
Street line re-cased and punctuation removed
Street suffix standardised55,824
Street suffix standardised to USPS abbreviation (Street to St, Avenue to Ave, and so on)
Phone reformatted50,244
Phone reduced to ten digits, punctuation and leading country code removed
Name re-cased39,996
Name letter-case rewritten to Title Case and stray characters removed
Date of birth reformatted32,400
Date of birth rewritten to ISO 8601 from a source format (MM/DD/YYYY, YYYYMMDD, Mon D, YYYY)
City re-cased17,850
City re-cased to Title Case
Gender normalised16,828
Gender mapped to F or M from a longer or variant value
Email lower-cased11,635
Email lower-cased
Name split from “Last, First”9,980
First-name field held "LAST, FIRST"; the two parts were split into their own fields
State name converted to code9,084
Full state name replaced by its two-letter USPS code
ZIP+4 trimmed8,263
ZIP+4 trimmed to the five-digit ZIP
Member ID reformatted7,723
Member ID re-hyphenated and upper-cased to the UHC-#####-## pattern
ZIP missing7,146
Street address present but no ZIP supplied
Unit split from street6,994
Apartment, suite or unit designator split from street line and re-appended in standard form
Two-digit birth year6,661
Date of birth carried a two-digit year; century inferred by pivot
State code upper-cased4,010
Two-letter state code upper-cased
Plan code upper-cased3,278
Plan code upper-cased
SSN last four extracted2,817
Last four digits of SSN extracted from a longer or punctuated value
Date of birth unreadable2,274
Date of birth did not match any known format or was out of range; cleared
Phone missing area code2,021
Phone had only seven digits (no area code); cleared
Middle initial moved out of first name1,125
A single middle initial was embedded in the first-name field and moved to middle name
Date of birth missing990
Date of birth absent or a null token; left empty
No usable name (quarantined)505
No usable last name; record quarantined as junk and excluded from matching

Normalised records

Claims, flag “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-432204	CLM	Allen Marcus	1984-07-06	UHC-50145-65	—	474 Harbor Blvd, Eden Prairie, MN, 55391	0.92	Name re-cased Date of birth reformatted Plan code upper-cased Placeholder values cleared
CLM-432754	CLM	Nathan Phillips	1964-12-27	UHC-35983-06	—	3692 River Rd, Jacksonville, FL, 32218	0.92	Date of birth reformatted City re-cased Whitespace trimmed Placeholder values cleared
CLM-409508	CLM	Aam Garrett	1986-12-01	UHC-27878-40	8079311482	1351 Ocean Ave, Seattle, WA, 98139	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-401343	CLM	Zachary I Rordiguez	1941-10-09	—	5736490451	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-415645	CLM	Austin Johnson	2008-01-03	UHC-23041-70	—	517 Mountain View Dr, Minneapolis, MN, 55440	0.92	Date of birth reformatted Plan code upper-cased Whitespace trimmed Placeholder values cleared
CLM-420750	CLM	Pamela Rodriguez	1996-11-07	UHC-63913-60	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-423589	CLM	Kevin Singh	1994-08-20	—	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-431132	CLM	Nancy Rios	1977-12-11	UHC-76965-35	—	9570 Broadway, Scottsdale, AZ, 85294	0.92	Name re-cased Date of birth reformatted Address re-cased Placeholder values cleared
CLM-425403	CLM	Paul Cole	1987-03-25	UHC-19182-68	3902919357	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-431285	CLM	Billy Reynlods	1969-01-20	UHC-55979-47	7568255126	6808 Mesa Dr, Scottsdale, AZ, 85213	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-414028	CLM	Brian Anderson	1968-07-14	UHC-99057-57	—	4807 Central Ave, Sacramento, CA, 95868	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-429778	CLM	Kathryn Mendez	1968-06-22	UHC-53197-07	7433484944	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-427077	CLM	Jordan Jack	1957-07-13	UHC-50049-24	4172964300	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-424016	CLM	Logan Robertson	1952-01-10	UHC-96524-80	2852066174	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-430368	CLM	Frances Rice	1939-04-09	UHC-56562-77	—	817 Washington St, Las Vegas, NV, 89154	0.92	Name re-cased Date of birth reformatted State code upper-cased Placeholder values cleared
CLM-427984	CLM	Rachel Alexander	2008-03-24	UHC-56685-50	7002753367	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-408984	CLM	Larry F Oliver	1966-05-25	UHC-81448-66	—	7660 Camelback Rd, Charlotte, NC, 28255	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-401667	CLM	Danielle Hudson	1991-12-07	—	8942021201	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-425951	CLM	Brandon Hart	1982-04-10	—	6422779496	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-406012	CLM	Gregory Bowman	1992-10-22	UHC-53041-40	5414857497	1700 Apache Blvd, Atlanta, GA, 30313	0.92	Date of birth reformatted Phone reformatted Member ID reformatted Placeholder values cleared
CLM-430477	CLM	Vincent F Delgado	1960-02-12	—	—	5442 Sunset Blvd, Miami, FL, 33162	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-406538	CLM	Ashley Owens	1946-10-25	UHC-03541-20	4588047603	8783 Broadway, Houston, TX, 77059	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-404138	CLM	Willie V Schmidt	1942-05-12	UHC-28576-15	—	446 Maple Ave, Houston, TX, 77030	0.92	Date of birth reformatted Plan code upper-cased Whitespace trimmed Placeholder values cleared
CLM-428108	CLM	Arjun Daniels	2005-04-09	—	9433481131	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-431197	CLM	Scott Stnoe	1986-06-26	UHC-07176-62	3568083476	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-426524	CLM	Santiago Wright	1950-06-07	UHC-78314-61	7046400571	5510 Lincoln Way, Phoenix, AZ, 85073	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-420510	CLM	Arjun White	1970-11-06	—	3798077877	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-418644	CLM	Thomas U Vazquez	1986-07-15	UHC-67311-19	—	4926 Market St, Atlanta, GA, 30311	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-415241	CLM	Ann K Gonzaez	1960-10-27	—	2788362292	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-410588	CLM	Judy Franklin	1978-09-24	UHC-39136-20	—	8374 Mountain View Dr, Charlotte, NC, 28288	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-406529	CLM	Abigail Jackson	1970-06-20	UHC-80175-96	6857451899	2843 Bayshore Dr, Chandler, AZ, 85292	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-412232	CLM	Melissa Mendez	1974-11-24	UHC-41965-57	3526522467	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-405219	CLM	Janice Jenkins	1966-05-05	UHC-48581-90	—	8757 Highland Ave, Scottsdale, AZ, 85226	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-428654	CLM	Patricia S Davis	2002-01-17	UHC-96971-12	—	5868 Oak St, Plano, TX, 75095	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-409035	CLM	Willie Maldonado	1948-02-24	UHC-22573-86	3969372103	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-413663	CLM	Frances Jacobs	1974-02-01	—	7953078474	4632 Baseline Rd, Minneapolis, MN, 55474	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-416678	CLM	Rick Burke	2002-09-27	UHC-80410-81	9707262675	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-404651	CLM	Frank Cruz	1995-02-19	UHC-51632-91	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-410657	CLM	Kathleen Z Williams	1965-01-10	UHC-38380-64	—	5247 Broadway, Phoenix, AZ, 85059	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-400457	CLM	Paul Gutierrez	1939-11-28	UHC-28321-70	—	167 Main St, Plano, TX, 75032	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-404764	CLM	Frank O Porter	1982-12-27	UHC-40055-65	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-422209	CLM	Vincent Morgan	1986-08-06	—	6019759013	6852 Union St, Phoenix, AZ, 85097	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-419650	CLM	Charlotte Webb	1999-05-26	UHC-89136-86	5939521360	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-430224	CLM	Heather Ramos	1992-12-17	UHC-57016-71	—	6418 Central Ave, Eden Prairie, MN, 55382	0.92	Date of birth reformatted State code upper-cased Whitespace trimmed Placeholder values cleared
CLM-429415	CLM	Douglas Lewis	1967-09-08	—	7972822283	560 Spring St, Dallas, TX, 75254	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-431780	CLM	Ashley Singh	1989-04-01	—	2587427328	2149 Desert Sky Blvd, Tucson, AZ, 85766	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-413629	CLM	Keith Banks	1959-07-01	—	—	8804 Camelback Rd, Las Vegas, NV, 89171	0.92	Date of birth reformatted City re-cased Whitespace trimmed Placeholder values cleared
CLM-403166	CLM	Ann Gilbert	2004-10-07	—	5677011970	2196 Sage Ct, Chandler, AZ, 85274	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-408711	CLM	Virginia J Le	1958-01-16	—	—	4073 Forest Ave, Scottsdale, AZ, 85218	0.92	Name re-cased Date of birth reformatted City re-cased Placeholder values cleared
CLM-402759	CLM	James Ortiz	1965-01-02	—	—	78 Willow Ct, Houston, TX, 77043	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared

10,559 rows, page 177 of 212Previous Next